{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## 第三天\n",
    "<p>在有三层卷积块的模型中加入5个残差块,结果精度下降到84.7%!!,但是,我们发现损失函数的收敛速度却快于其他模型，初步怀疑是由于梯度下降过快,导致了权重变化速度较快,从而降低了精度。损失函数收敛较快与损失函数本身有关.可先尝试调低学习率,减小权重的敏感程度.降低学习率后参数到了87.5%。\n",
    "并在该基础上继续降低学习率,并添加动量,最终得到的精度:85.85%</p>"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import torch\n",
    "import torchvision\n",
    "from torchvision import datasets,transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torch.nn.functional as F"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T02:36:02.923522700Z",
     "start_time": "2023-11-13T02:35:10.321966200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "(10000, 2000)"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_path = \"../data2/p1ch7\"\n",
    "cifar10 = datasets.CIFAR10(data_path,download=False,train=True,transform=transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.4914,0.4822,0.4465),(0.2470,0.2435,0.2616))]\n",
    "))\n",
    "cifar10_val = datasets.CIFAR10(data_path,download=False,train=False,transform=transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.4914,0.4822,0.4465),(0.2470,0.2435,0.2616))\n",
    "]))\n",
    "\n",
    "class_names = ['飞机','鸟']\n",
    "label_map = {0:0,2:1}\n",
    "cifar2 = [(img,label_map[label]) for img,label in cifar10 if label in [0,2]]\n",
    "cifar2_val = [(img,label_map[label]) for img,label in cifar10_val if label in [0,2]]\n",
    "len(cifar2),len(cifar2_val)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T02:53:53.332716900Z",
     "start_time": "2023-11-13T02:53:37.060673300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "(157, 32)"
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_loader = torch.utils.data.DataLoader(cifar2,shuffle=True,batch_size=64)\n",
    "test_loader = torch.utils.data.DataLoader(cifar2_val,shuffle=True,batch_size=64)\n",
    "len(train_loader),len(test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T02:55:25.452932Z",
     "start_time": "2023-11-13T02:55:25.372933500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [],
   "source": [
    "def imshow(inputs):\n",
    "    inputs = inputs.numpy().transpose(1,2,0)\n",
    "    plt.imshow(inputs)\n",
    "    plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T02:55:26.491815500Z",
     "start_time": "2023-11-13T02:55:26.474804800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "鸟\n",
      "飞机\n",
      "飞机\n",
      "鸟\n",
      "飞机\n"
     ]
    }
   ],
   "source": [
    "imgs,labels = next(iter(test_loader))\n",
    "imshow(torchvision.utils.make_grid(imgs))\n",
    "for i in labels.numpy()[:5]:\n",
    "    print(class_names[i])"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T02:56:41.360909500Z",
     "start_time": "2023-11-13T02:56:41.092913800Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 自定义模型"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "outputs": [],
   "source": [
    "class NetDepth(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.conv1 =nn.Conv2d(3,32,kernel_size=3,padding=1)\n",
    "        self.conv2 = nn.Conv2d(32,16,kernel_size=3,padding=1)\n",
    "        self.conv3 = nn.Conv2d(16,16,kernel_size=3,padding=1)\n",
    "        self.fc1 = nn.Linear(16*4*4,32)\n",
    "        self.fc2 = nn.Linear(32,2)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = F.max_pool2d(torch.relu(self.conv1(x)),2)\n",
    "        out = F.max_pool2d(torch.relu(self.conv2(out)),2)\n",
    "        out = F.max_pool2d(torch.relu(self.conv3(out)),2)\n",
    "        out = out.view(-1,16*4*4)\n",
    "        out = torch.relu(self.fc1(out))\n",
    "        out = self.fc2(out)\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T04:45:12.458255100Z",
     "start_time": "2023-11-13T04:45:12.437260300Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "outputs": [],
   "source": [
    "import datetime\n",
    "def train_loop(model,optimizer,loss_fn,train_loader,n_epochs):\n",
    "    for epoch in range(1,n_epochs+1):\n",
    "        loss_train =0.0\n",
    "        for imgs,labels in train_loader:\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            loss = loss_fn(outputs,labels)\n",
    "            optimizer.zero_grad()\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            loss_train+=loss.item()\n",
    "        if epoch%10==0 or epoch==1:\n",
    "            print('{}, Epoch{}, 训练损失:{}'.format(datetime.datetime.now(),epoch,loss_train/len(train_loader)))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T04:45:13.292256200Z",
     "start_time": "2023-11-13T04:45:13.259272800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-13 13:32:12.178020, Epoch1, 训练损失:0.6768446712736871\n",
      "2023-11-13 13:32:20.702023, Epoch10, 训练损失:0.34776263612850455\n",
      "2023-11-13 13:32:29.543059, Epoch20, 训练损失:0.2945343061427402\n",
      "2023-11-13 13:32:38.511023, Epoch30, 训练损失:0.26707048495863656\n",
      "2023-11-13 13:32:47.742048, Epoch40, 训练损失:0.23140928215661627\n",
      "2023-11-13 13:32:56.662020, Epoch50, 训练损失:0.20946221637308218\n",
      "2023-11-13 13:33:05.630022, Epoch60, 训练损失:0.18627589414263987\n",
      "2023-11-13 13:33:14.456022, Epoch70, 训练损失:0.16125149583550774\n",
      "2023-11-13 13:33:23.306021, Epoch80, 训练损失:0.1411028776056827\n"
     ]
    }
   ],
   "source": [
    "loss_fn = nn.CrossEntropyLoss()\n",
    "net_depth = NetDepth()\n",
    "optimizer = optim.SGD(net_depth.parameters(),lr=0.01)\n",
    "train_loop(model=net_depth.cuda(),loss_fn=loss_fn,optimizer=optimizer,train_loader=train_loader,n_epochs=80)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:33:23.314022100Z",
     "start_time": "2023-11-13T05:32:10.496022400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "outputs": [],
   "source": [
    "def test_loop(model,test_loader):\n",
    "    correct = 0\n",
    "    total = 0\n",
    "    with torch.no_grad():\n",
    "        for imgs,labels in test_loader:\n",
    "            imgs,labels = imgs.cuda(),labels.cuda()\n",
    "            outputs = model(imgs)\n",
    "            _,preds = torch.max(outputs,dim=1)\n",
    "            correct +=int((preds==labels).sum())\n",
    "            total += labels.shape[0]\n",
    "    print('测试集精度:{:.3f}%'.format(correct/total*100))"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:33:35.843543400Z",
     "start_time": "2023-11-13T05:33:35.831441500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集精度:89.650%\n"
     ]
    }
   ],
   "source": [
    "test_loop(model=net_depth.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:33:44.874810200Z",
     "start_time": "2023-11-13T05:33:44.555814200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集精度:93.420%\n"
     ]
    }
   ],
   "source": [
    "test_loop(model=net_depth.cuda().eval(),test_loader=train_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:43:16.777332400Z",
     "start_time": "2023-11-13T05:43:15.976330500Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "### 使用参残差块"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "outputs": [],
   "source": [
    "## 构建残差块\n",
    "\n",
    "class ResBlock(nn.Module):\n",
    "    def __init__(self,n_chans):\n",
    "        super().__init__()\n",
    "        self.conv = nn.Conv2d(n_chans,n_chans,kernel_size=3,padding=1,bias=False)\n",
    "        self.batch_norm = nn.BatchNorm2d(num_features=n_chans)\n",
    "        torch.nn.init.kaiming_normal_(self.conv.weight,nonlinearity='relu')\n",
    "        torch.nn.init.constant_(self.batch_norm.weight,0.5)\n",
    "        torch.nn.init.zeros_(self.batch_norm.bias)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = self.conv(x)\n",
    "        out = self.batch_norm(out)\n",
    "        out = torch.relu(out)\n",
    "        return out+x # 本模块的输入+本模块的输出"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:34:49.976180900Z",
     "start_time": "2023-11-13T05:34:49.974191700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "outputs": [],
   "source": [
    "class NetResDeep(nn.Module):\n",
    "    def __init__(self,n_chans1=32,n_blocks=5):\n",
    "        super().__init__()\n",
    "        self.n_chans1 = n_chans1\n",
    "        self.conv1 = nn.Conv2d(3,n_chans1,kernel_size=3,padding=1)\n",
    "        self.resblocks = nn.Sequential(\n",
    "            *(n_blocks*[ResBlock(n_chans=n_chans1)])\n",
    "        )\n",
    "        self.fc1 = nn.Linear(8*8*n_chans1,32)\n",
    "        self.fc2 = nn.Linear(32,2)\n",
    "\n",
    "    def forward(self,x):\n",
    "        out = F.max_pool2d(torch.relu(self.conv1(x)),2)\n",
    "        out = self.resblocks(out)\n",
    "        out = F.max_pool2d(out,2)\n",
    "        out = out.view(-1,8*8*self.n_chans1)\n",
    "        out = torch.relu(self.fc1(out))\n",
    "        out = self.fc2(out)\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:34:52.727178500Z",
     "start_time": "2023-11-13T05:34:52.714154Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-13 13:34:56.907151, Epoch1, 训练损失:0.4733074415641226\n",
      "2023-11-13 13:35:12.913153, Epoch10, 训练损失:0.2670591135693204\n",
      "2023-11-13 13:35:30.758150, Epoch20, 训练损失:0.20419412547615684\n",
      "2023-11-13 13:35:48.589168, Epoch30, 训练损失:0.15191158488582654\n",
      "2023-11-13 13:36:06.602151, Epoch40, 训练损失:0.10921858061271109\n",
      "2023-11-13 13:36:24.549149, Epoch50, 训练损失:0.07123247919616046\n",
      "2023-11-13 13:36:42.476152, Epoch60, 训练损失:0.06542995618952877\n",
      "2023-11-13 13:37:00.725148, Epoch70, 训练损失:0.028793856718096953\n",
      "2023-11-13 13:37:18.940152, Epoch80, 训练损失:0.019129094406725115\n"
     ]
    }
   ],
   "source": [
    "net_depth_res = NetResDeep(n_chans1=32)\n",
    "optimizer = optim.SGD(net_depth_res.parameters(),lr=0.003)\n",
    "train_loop(model=net_depth_res.cuda(),train_loader=train_loader,loss_fn=loss_fn,optimizer=optimizer,n_epochs=80)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:37:18.949151600Z",
     "start_time": "2023-11-13T05:34:54.764151800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集精度:84.700%\n"
     ]
    }
   ],
   "source": [
    "test_loop(net_depth_res.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:43:26.732528800Z",
     "start_time": "2023-11-13T05:43:26.237546800Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集精度:88.780%\n"
     ]
    }
   ],
   "source": [
    "test_loop(net_depth_res.cuda().eval(),test_loader=train_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T05:43:28.435448800Z",
     "start_time": "2023-11-13T05:43:27.467463400Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 尝试降低学习率"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-13 13:58:35.181892, Epoch1, 训练损失:0.5812073378426255\n",
      "2023-11-13 13:58:51.171893, Epoch10, 训练损失:0.3381409679248834\n",
      "2023-11-13 13:59:09.228939, Epoch20, 训练损失:0.28996421140470324\n",
      "2023-11-13 13:59:27.071895, Epoch30, 训练损失:0.2586166297744034\n",
      "2023-11-13 13:59:44.993894, Epoch40, 训练损失:0.23568375389667073\n",
      "2023-11-13 14:00:02.981891, Epoch50, 训练损失:0.21505952602738787\n",
      "2023-11-13 14:00:20.922891, Epoch60, 训练损失:0.19443477808859697\n",
      "2023-11-13 14:00:38.951891, Epoch70, 训练损失:0.17769854976113436\n",
      "2023-11-13 14:00:57.332893, Epoch80, 训练损失:0.16314714677204753\n"
     ]
    }
   ],
   "source": [
    "net_depth_res2 = NetResDeep(n_chans1=32)\n",
    "optimizer = optim.SGD(net_depth_res2.parameters(),lr=0.0008)\n",
    "train_loop(model=net_depth_res2.cuda(),train_loader=train_loader,loss_fn=loss_fn,optimizer=optimizer,n_epochs=80)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T06:00:57.338895900Z",
     "start_time": "2023-11-13T05:58:31.624895200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集精度:84.750%\n"
     ]
    }
   ],
   "source": [
    "test_loop(model=net_depth_res2.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T06:01:27.361163300Z",
     "start_time": "2023-11-13T06:01:26.998163500Z"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## 进一步降低学习率"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-11-13 14:06:12.222409, Epoch1, 训练损失:0.43915996819165104\n",
      "2023-11-13 14:06:28.313381, Epoch10, 训练损失:0.20253425855545482\n",
      "2023-11-13 14:06:46.317382, Epoch20, 训练损失:0.10393071653926449\n",
      "2023-11-13 14:07:04.457389, Epoch30, 训练损失:0.04704231212351614\n",
      "2023-11-13 14:07:22.476381, Epoch40, 训练损失:0.00874446081160716\n",
      "2023-11-13 14:07:40.481381, Epoch50, 训练损失:0.005589580756187985\n",
      "2023-11-13 14:07:58.442420, Epoch60, 训练损失:0.0021906655080094458\n",
      "2023-11-13 14:08:16.369382, Epoch70, 训练损失:0.0014182298418629771\n",
      "2023-11-13 14:08:34.363381, Epoch80, 训练损失:0.0011540736498312646\n"
     ]
    }
   ],
   "source": [
    "net_depth_res3 = NetResDeep(n_chans1=32)\n",
    "optimizer = optim.SGD(net_depth_res3.parameters(),lr=0.001,momentum=0.9)\n",
    "train_loop(model=net_depth_res3.cuda(),train_loader=train_loader,loss_fn=loss_fn,optimizer=optimizer,n_epochs=80)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T06:08:34.372407400Z",
     "start_time": "2023-11-13T06:06:09.331393500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "测试集精度:85.850%\n"
     ]
    }
   ],
   "source": [
    "test_loop(model=net_depth_res3.cuda().eval(),test_loader=test_loader)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-11-13T06:08:40.395205700Z",
     "start_time": "2023-11-13T06:08:39.841207200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
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